Capability
Multi Take Motion Data Aggregation
5 artifacts provide this capability.
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MotionDirectorRepository37/100
via “multi-video motion concept consolidation”
[ECCV 2024 Oral] MotionDirector: Motion Customization of Text-to-Video Diffusion Models.
Unique: Uses a shared temporal LoRA module trained across multiple videos simultaneously, with loss functions that encourage motion invariance to spatial/appearance variations. Implements video-level weighting to handle videos of different lengths and quality.
vs others: Produces more generalizable motion than single-video training while avoiding overfitting to specific subjects, unlike naive concatenation of single-video LoRAs which would be subject-specific.